For each retail series both selected models (ETS and ARIMA) were used to forecast on the out-of-sample period from May 2011 to April 2012 (12 observations). Both one-step and multiple-step forecasts were produced. Using each model fitted for the in-sample period, point forecasts of the next 12 months (one-step forecasts) and the forecast accuracy measures based on the errors obtained were computed.